Questions: The population standard deviation must be known to use T-test True False

The population standard deviation must be known to use T-test
True
False
Transcript text: The population standard deviation must be known to use T-test True False
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Solution

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Solution Steps

To determine whether the population standard deviation must be known to use a T-test, we need to understand the fundamental differences between a T-test and a Z-test. A T-test is typically used when the population standard deviation is unknown and the sample size is small, whereas a Z-test is used when the population standard deviation is known and the sample size is large.

Solution Approach
  • Understand the conditions under which a T-test is used.
  • Compare these conditions to the statement given in the question.
Step 1: Understanding the T-test

The T-test is a statistical method used to determine if there is a significant difference between the means of two groups. It is particularly useful when the sample size is small (\( n < 30 \)) and the population standard deviation (\( \sigma \)) is unknown.

Step 2: Conditions for Using a T-test

The T-test can be applied under the following conditions:

  • The sample is drawn from a normally distributed population.
  • The population standard deviation (\( \sigma \)) is unknown.
  • The sample size is small (\( n < 30 \)).
Step 3: Evaluating the Statement

The statement in question asserts that "the population standard deviation must be known to use a T-test." This is incorrect because the T-test is specifically designed for situations where the population standard deviation is unknown.

Final Answer

The answer to the question is that the statement is False. Therefore, the final answer is \\(\boxed{\text{False}}\\).

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